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Finance

Dash helps financial organizations like S&P Global, Liberty Mutual, Santander adapt to market trends and stay ahead of competition. Explore examples of Python and Dash in finance ranging from quantitative analysis, machine learning, portfolio optimization, and NLP.

Predicting House Prices

Correlate house features with this explainable machine learning app.

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Efficient Frontier Portfolios

Portfolio optimization with efficient frontier analysis.

Quantitative Analysis

A beautiful, interactive quantitative analysis report by a quant at Credit Suisse.

Bioinformatics & Life Sciences

Organizations like Singapore Institute for Clinical Sciences (SICS) visualize clinical health data through interactive Dash apps. Explore examples of bioinformatics in a variety of Python and Dash apps, ranging from genomics, public health, clinical trials, imaging, and more.

Biomolecular Visualization

Visualization of biomolecular interactions in proteins and biological complexes.

Clinical Patient Dashboard

Explore clinic patient volume by time of day, waiting time, and care score.

National Wastewater Surveillance

A realtime dashboard exploring emerging variants of SARS-CoV-2 in wastewater in Austria.

Energy & Utilities

Organizations like Uniper use Dash Enterprise for energy trading analytics. Explore other examples of Python Dash apps for energy and utilities use cases.

European Power Flow

Visualization of the European transmission network with the PyPSA-Eur package.

LAS Well Data

Visualizing Log ASCII Standard (LAS) data in Python for well drilling applications.

US Electric Grid Forecasting

Peak load and day-ahead forecasting for 5 ISOs using Scikit-Learn, Pyiso, and the DarkSky API.

Science & Engineering

Python has become the de facto language for technical computing.  Explore Dash app examples in science and engineering including 3D data visualization, finite element analysis, computational fluid dynamics (CFD), physics modeling simulations optimization, and more.

Berkeley Materials Project

Over 200,000 scientists use Materials Project to analyze over 140K materials across 14 apps.

Silicon Furnace Model

Python Finite Element Model (FEM) simulations of a silicon furnace.

Airfoil CFD Design

Example of Python AeroSandbox for computational fluid dynamics in Python.

Manufacturing & R&D

Modern manufacturing involves thousands of data feeds and experiments. Organizations build custom internal apps with Dash to monitor data and streamline operations. Explore Python apps for manufacturing and research and development, ranging from laboratory data collection, IoT, real-time dashboards, and more.

Manufacturing SPC App

Monitoring real-time process quality with statistical process control in Python.

Wind Turbine Predictive Maintenance

Example of XGBoost in Python to predict the Remaining Useful Life (RUL) in Wind Turbines.

Factory Monitor

Monitoring hundreds of machines in a factory setting with Python.

Business

What do Lululemon, Campbell's, and Colgate have in common? They all use Python and Dash to achieve digital transformation. Explore Dash app examples in business, ranging from customer segmentation, retail demand forecasting, and more.

Bank Consumer Complaints

Natural Language Processing and customer segmentation from consumer complaints.

Customer Segmentation

Segmenting telecom customers and predicting churn using random forest classifiers.

Retail Demand Transference

Predicting consumer product demand for retails across store locations.

Data Visualization & Dashboards

Bubble charts, heatmaps, interactive reports, and more. Explore how to use Dash for data visualization and dashboards.

Clinical Patient Dashboard

Explore clinic patient volume by time of day, waiting time, and care score.

Medical Provider Charges Dashboard

Explore medical provider charges across different states.

IOT Rainfall App

Explore rainfall data in this beautiful Python IOT dashboard.

Machine Learning

Unlike traditional BI tools or spreadsheets, Dash apps can run Python machine learning models directly. Build machine learning data apps for customer segmentation, predictive analytics, explainable AI, or model exploration.

Predicting Housing Prices

Correlate house features with this explainable machine learning app.

Customer Segmentation

Segmenting telecom customers and predicting churn using random forest classifiers.

Salesforce Explainable AI

An explainable AI dashboard by the Salesforce AI Research group.

Predictive Analytics & Forecasting

Traditional BI tools answer, "What happened?". Plotly and Dash answer, "What if?". Explore several examples of Python for predictive analytics and forecasting.

Financial Forecasting

A comparison of 15 Python time series forecasting models across 108 indicators.

Wind Turbine Predictive Maintenance

Example of XGBoost in Python to predict the Remaining Useful Life (RUL) in Wind Turbines.

Harvard Age Prediction

Chronological age predictors with the tools of deep learning.

Geospatial

Are you an ArcGIS user or working with shapefiles, geoJSONs, netCDFs, or geoTIFFS? Explore how to utilize Dash for geospatial projects.

World Atlas

Visualize hundreds of indicators across countries in this multi-page app.

CBE Clima Visualization App

Visualize climate data with time series, heatmaps, maps, wind roses, and more.

NOAA Saildrone Missions

Track sail drones deployed by the National Oceanic and Atmospheric Administration.

Natural Language Processing

Natural Language Processing (NLP) apps process documents, audio transcripts, customer reviews into actionable business insights.

Bank Consumer Complaints

Natural Language Processing and customer segmentation from consumer complaints.

LDA Topic Analysis

Latent Dirichlet Allocation performed in Python across a scientific paper dataset.

Research Analytics

Explore topics, authors, and papers across several journals.

Connecting to APIs

Dash apps can easily connect to any API through the flexibility of Python. Integrate APIs into your Dash apps to augment your data feeds with 3rd party data and unify reporting.

Satellite Dashboard

Track and monitor satellites in real-time.

HERA Radio Telescope & Weather App

Visualize real-time scientific and geospatial data from the HERA radio telescope array.

Image, Video & Audio

Explore how to use Dash for interactive image processing, computer vision, video analysis, and audio engineering.

X-Ray Image Analysis

Annotate medical images to extract, train, and visualize occlusions.

Music Emotion Recognition

Filter songs by various parameters and run real time frequency analysis.

Vehicle Perception & Computer Vision

A frame-by-frame autonomous vehicle explorer from the Lyft perception dataset in Python.

Sports Analytics

Champion teams like the Kansas City Chiefs utilize Dash for social media analytics, real-time ticket pricing, and predictive analytics for game day crowds. Explore other ways to use Python and Dash for sports analytics.

Formula 1 Grand Prix

Visualize lap by lap times of all grand prix races.

NBA Assists

Track NBA assists, shot coordinates, and player performance across multiple seasons.

NBA Player and Scouting Explorer

Segment and track player performances.

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